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Entropy Can Flow, or It Can Guide. Be Entropy. LEDFlow: Introducing Entropy-guided Generation Order into Uniform Discrete Flow
Not provided in the abstract
samplingentropy-guidedmultimodalreasoning
2609.25131
Builder Relevance
1h ago80%
Abstract
This paper introduces LEDFlow, a method that improves generation order in uniform discrete flow by using local entropy to guide absorption, resulting in higher accuracy in tasks like Sudoku solving and text-to-image generation.
Reality Card
Core Claim
LEDFlow achieves a Sudoku solve accuracy of 0.845 and outperforms native samplers in multimodal understanding across all six benchmarks.
Method / Result
Achieves 0.845 Nikoli Sudoku solve accuracy.
Limitations
The method's performance may vary with the quality of the denoiser used in conjunction with global lookahead.
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